One-exact approximate Pareto sets

  • Papadimitriou and Yannakakis (Proceedings of the 41st annual IEEE symposium on the Foundations of Computer Science (FOCS), pp 86–92, 2000) show that the polynomial-time solvability of a certain auxiliary problem determines the class of multiobjective optimization problems that admit a polynomial-time computable (1+ε, . . . , 1+ε)-approximate Pareto set (also called an ε-Pareto set). Similarly, in this article, we characterize the class ofmultiobjective optimization problems having a polynomial-time computable approximate ε-Pareto set that is exact in one objective by the efficient solvability of an appropriate auxiliary problem. This class includes important problems such as multiobjective shortest path and spanning tree, and the approximation guarantee we provide is, in general, best possible. Furthermore, for biobjective optimization problems from this class, we provide an algorithm that computes a one-exact ε-Pareto set of cardinality at most twice the cardinality of a smallest such set and show that this factor of 2 is best possible. For three or more objective functions, however, we prove that no constant-factor approximation on the cardinality of the set can be obtained efficiently.

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Metadaten
Author:Arne HerzelORCiD, Cristina Bazgan, Stefan Ruzika, Clemens Thielen, Daniel Vanderpooten
URN:urn:nbn:de:hbz:386-kluedo-77895
DOI:https://doi.org/10.1007/s10898-020-00951-7
ISSN:1573-2916
Parent Title (English):Journal of Global Optimization
Publisher:Springer Nature - Springer
Document Type:Article
Language of publication:English
Date of Publication (online):2024/03/08
Year of first Publication:2020
Publishing Institution:Rheinland-Pfälzische Technische Universität Kaiserslautern-Landau
Date of the Publication (Server):2024/03/08
Issue:80
Page Number:29
First Page:87
Last Page:115
Source:https://link.springer.com/article/10.1007/s10898-020-00951-7
Faculties / Organisational entities:Kaiserslautern - Fachbereich Mathematik
DDC-Cassification:5 Naturwissenschaften und Mathematik / 510 Mathematik
Collections:Open-Access-Publikationsfonds
Licence (German):Zweitveröffentlichung